Functions — github.com/Azure-Samples/rag-postgres-openai-python

hub / github.com/Azure-Samples/rag-postgres-openai-python / functions

Functions182 in github.com/Azure-Samples/rag-postgres-openai-python

⨍ Functions 182◇ Types & classes 47 ↳ Endpoints 5

↓ 7 callersFunctioncreate_postgres_engine_from_env

(azure_credential=None)

src/backend/fastapi_app/postgres_engine.py:56

↓ 7 callersMethodto_dict

(self, include_embedding: bool = False)

src/backend/fastapi_app/postgres_models.py:25

↓ 6 callersMethodclose

(self)

tests/conftest.py:249

↓ 6 callersFunctioncreate_openai_embed_client

( azure_credential: azure.identity.aio.AzureDeveloperCliCredential | azure.identity.aio.ManagedIdentit

src/backend/fastapi_app/openai_clients.py:58

↓ 6 callersMethodsearch_and_embed

Search rows by query text. Optionally converts the query text to a vector if enable_vector_search is True.

src/backend/fastapi_app/postgres_searcher.py:107

↓ 5 callersMethodbuild_filter_clause

(self, filters: Optional[list[Filter]])

src/backend/fastapi_app/postgres_searcher.py:30

↓ 5 callersFunctioncommon_parameters

Get the common parameters for the FastAPI app Use the pattern of `os.getenv("VAR_NAME") or "default_value"` to avoid empty string values

src/backend/fastapi_app/dependencies.py:37

↓ 5 callersFunctioncompute_text_embedding

( q: str, openai_client: AsyncOpenAI, embed_model: str, embed_deployment: Optional[str] = None

src/backend/fastapi_app/embeddings.py:6

↓ 5 callersFunctiononToggleTab

(tab: AnalysisPanelTabs, index: number)

src/frontend/src/pages/chat/Chat.tsx:191

↓ 4 callersFunctioncreate_postgres_engine_from_args

(args, azure_credential=None)

src/backend/fastapi_app/postgres_engine.py:70

↓ 4 callersFunctionget_azure_credential

()

src/backend/fastapi_app/dependencies.py:79

↓ 4 callersMethodprepare_rag_request

(self, user_query, items: list[ItemPublic])

src/backend/fastapi_app/rag_base.py:49

↓ 3 callersFunctioncreate_postgres_engine

(*, host, username, database, password, sslmode, azure_credential)

src/backend/fastapi_app/postgres_engine.py:16

↓ 3 callersFunctionmakeApiRequest

(question: string)

src/frontend/src/pages/chat/Chat.tsx:82

↓ 3 callersMethodsearch

( self, query_text: Optional[str], query_vector: list[float], top: int = 5,

src/backend/fastapi_app/postgres_searcher.py:42

↓ 2 callersFunction_make_tool_call_response

(tool_name: str, arguments: str, call_id: str = "fc_abc123")

tests/conftest.py:284

↓ 2 callersFunctioncreate_db_schema

(engine)

src/backend/fastapi_app/setup_postgres_database.py:14

↓ 2 callersFunctioncreate_openai_chat_client

( azure_credential: azure.identity.aio.AzureDeveloperCliCredential | azure.identity.aio.ManagedIdentit

src/backend/fastapi_app/openai_clients.py:10

↓ 2 callersMethodget_chat_params

(self, messages: list[ResponseInputItemParam], overrides: ChatRequestOverrides)

src/backend/fastapi_app/rag_base.py:21

↓ 2 callersFunctionget_password_from_azure_credential

()

src/backend/fastapi_app/postgres_engine.py:17

↓ 2 callersMethodget_token

( self, *scopes: str, claims: Optional[str] = None, tenant_id: Optional[str] =

tests/mocks.py:7

↓ 2 callersFunctiononShowCitation

(citation: string, index: number)

src/frontend/src/pages/chat/Chat.tsx:180

↓ 2 callersMethodprepare_context

Retrieve relevant rows from the database and build a context for the chat model.

src/backend/fastapi_app/rag_simple.py:59

↓ 2 callersFunctionseed_data

(engine)

src/backend/fastapi_app/setup_postgres_seeddata.py:22

↓ 2 callersMethodto_str_for_embedding

(self)

src/backend/fastapi_app/postgres_models.py:38

↓ 2 callersMethodto_str_for_rag

(self)

src/backend/fastapi_app/postgres_models.py:35

↓ 1 callersFunction_make_text_response

(answer: str)

tests/conftest.py:263

↓ 1 callersMethodanswer

( self, items: list[ItemPublic], earlier_thoughts: list[ThoughtStep], )

src/backend/fastapi_app/rag_simple.py:87

↓ 1 callersMethodanswer_stream

( self, items: list[ItemPublic], earlier_thoughts: list[ThoughtStep], )

src/backend/fastapi_app/rag_simple.py:114

↓ 1 callersFunctionassign_role_for_webapp

(engine, app_identity_name)

src/backend/fastapi_app/setup_postgres_azurerole.py:13

↓ 1 callersFunctioncallback

( question: str, target_url: str = "http://127.0.0.1:8000/chat", )

evals/safety_evaluation.py:29

↓ 1 callersFunctioncreate_and_seed_db

Create and seed the database.

tests/conftest.py:135

↓ 1 callersFunctioncreate_app

(testing: bool = False)

src/backend/fastapi_app/__init__.py:54

↓ 1 callersFunctioncreate_async_sessionmaker

Get the agent database

src/backend/fastapi_app/dependencies.py:105

↓ 1 callersFunctionfetchCitation

()

src/frontend/src/components/AnalysisPanel/AnalysisPanel.tsx:30

↓ 1 callersFunctionfetchMarkdown

()

src/frontend/src/components/MarkdownViewer/MarkdownViewer.tsx:25

↓ 1 callersFunctionformat_as_ndjson

Format the response as NDJSON

src/backend/fastapi_app/routes/api_routes.py:32

↓ 1 callersFunctiongenerate_ground_truth_data

(num_questions_total: int, num_questions_per_source: int = 5)

evals/generate_ground_truth.py:106

↓ 1 callersFunctionget_azure_credential

()

evals/safety_evaluation.py:18

↓ 1 callersFunctionget_openai_client

Return an OpenAI client based on the environment variables

evals/generate_ground_truth.py:76

↓ 1 callersFunctionget_openai_config

()

evals/evaluate.py:42

↓ 1 callersFunctionhandleAsyncRequest

(question: string, answers: [string, RAGChatCompletion][], responseBody: ReadableStream<Uint8Array>)

src/frontend/src/pages/chat/Chat.tsx:41

↓ 1 callersFunctionmain

()

src/backend/fastapi_app/setup_postgres_seeddata.py:58

↓ 1 callersFunctionmain

()

src/backend/fastapi_app/setup_postgres_azurerole.py:40

↓ 1 callersFunctionmain

()

src/backend/fastapi_app/setup_postgres_database.py:24

↓ 1 callersMethodparse

(self)

tests/conftest.py:252

↓ 1 callersFunctionparseAnswerToHtml

(answer: string, isStreaming: boolean, onCitationClicked: (citationFilePath: string) => void)

src/frontend/src/components/Answer/AnswerParser.tsx:8

↓ 1 callersFunctionparseSupportingContentItem

(item: string)

src/frontend/src/components/SupportingContent/SupportingContentParser.ts:8

↓ 1 callersFunctionqa_pairs_tool

(num_questions: int = 1)

evals/generate_ground_truth.py:18

↓ 1 callersFunctionremoveAnchorLinks

(html: string)

src/frontend/src/components/MarkdownViewer/MarkdownViewer.tsx:19

↓ 1 callersFunctionrun_redteaming

(target_url: str, questions_per_category: int = 1, scan_name: Optional[str] = None)

evals/safety_evaluation.py:50

↓ 1 callersFunctionsendQuestion

()

src/frontend/src/components/QuestionInput/QuestionInput.tsx:23

↓ 1 callersFunctionsource_retriever

()

evals/generate_ground_truth.py:46

↓ 1 callersFunctionupdateState

(newContent: string)

src/frontend/src/pages/chat/Chat.tsx:50

↓ 1 callersFunctionupdate_embeddings

(in_seed_data=False)

src/backend/fastapi_app/update_embeddings.py:20

↓ 1 callersFunctionwait_for_server_ready

Make requests to provided url until it responds without error.

tests/e2e.py:17

FunctionAnalysisPanel

({ answer, activeTab, activeCitation, citationHeight, className, onActiveTabChanged }: Props)

src/frontend/src/components/AnalysisPanel/AnalysisPanel.tsx:23

FunctionAnswer

({ answer, isSelected, isStreaming, onCitationClicked, onThoughtProcessClicked, onSupp

src/frontend/src/components/Answer/Answer.tsx:20

FunctionAnswerError

({ error, onRetry }: Props)

src/frontend/src/components/Answer/AnswerError.tsx:11

FunctionAnswerIcon

()

src/frontend/src/components/Answer/AnswerIcon.tsx:3

FunctionAnswerLoading

()

src/frontend/src/components/Answer/AnswerLoading.tsx:7

FunctionChat

()

src/frontend/src/pages/chat/Chat.tsx:18

FunctionClearChatButton

({ className, disabled, onClick }: Props)

src/frontend/src/components/ClearChatButton/ClearChatButton.tsx:12

FunctionComponent

()

src/frontend/src/pages/NoPage.tsx:1

FunctionExample

({ text, value, onClick }: Props)

src/frontend/src/components/Example/Example.tsx:9

FunctionExampleList

({ onExampleClicked }: Props)

src/frontend/src/components/Example/ExampleList.tsx:15

FunctionLayout

()

src/frontend/src/pages/layout/Layout.tsx:6

FunctionMarkdownViewer

({ src })

src/frontend/src/components/MarkdownViewer/MarkdownViewer.tsx:10

FunctionQuestionInput

({ onSend, disabled, placeholder, clearOnSend, initQuestion }: Props)

src/frontend/src/components/QuestionInput/QuestionInput.tsx:16

FunctionSettingsButton

({ className, onClick }: Props)

src/frontend/src/components/SettingsButton/SettingsButton.tsx:11

FunctionSupportingContent

({ supportingContent }: Props)

src/frontend/src/components/SupportingContent/SupportingContent.tsx:9

FunctionThoughtProcess

({ thoughts }: Props)

src/frontend/src/components/AnalysisPanel/ThoughtProcess.tsx:16

FunctionUserChatMessage

({ message }: Props)

src/frontend/src/components/UserChatMessage/UserChatMessage.tsx:7

FunctionVectorSettings

({ updateRetrievalMode }: Props)

src/frontend/src/components/VectorSettings/VectorSettings.tsx:11

Method__aenter__

(self)

tests/conftest.py:243

Method__aexit__

(self, exc_type, exc_val, exc_tb)

tests/conftest.py:246

Method__aiter__

(self)

tests/conftest.py:255

Method__anext__

(self)

tests/conftest.py:258

Method__init__

( self, *, messages: list[ResponseInputItemParam], overrides: ChatRequestOverr

src/backend/fastapi_app/rag_simple.py:31

Method__init__

( self, *, messages: list[ResponseInputItemParam], overrides: ChatRequestOverr

src/backend/fastapi_app/rag_advanced.py:41

Method__init__

( self, db_session: AsyncSession, openai_embed_client: Union[AsyncOpenAI, AsyncAzureOp

src/backend/fastapi_app/postgres_searcher.py:14

Method__init__

(self, **data)

src/backend/fastapi_app/api_models.py:46

Method__init__

(self, answer: str)

tests/conftest.py:177

( self, items: list[ItemPublic], earlier_thoughts: list[ThoughtStep], )

src/backend/fastapi_app/rag_base.py:54

Methodanswer

( self, items: list[ItemPublic], earlier_thoughts: list[ThoughtStep], )

src/backend/fastapi_app/rag_advanced.py:147

Functionanswer_formatter

(answer, source)

evals/generate_ground_truth.py:72

Methodanswer_stream

( self, items: list[ItemPublic], earlier_thoughts: list[ThoughtStep], )

src/backend/fastapi_app/rag_base.py:62

Methodanswer_stream

( self, items: list[ItemPublic], earlier_thoughts: list[ThoughtStep], )

src/backend/fastapi_app/rag_advanced.py:174

Functionapp

Create a FastAPI app.

tests/conftest.py:144

Methodask_question

(self)

locustfile.py:11

Functionbuild_search_function

()

src/backend/fastapi_app/query_rewriter.py:6

Functionchat_handler

( context: CommonDeps, database_session: DBSession, openai_embed: EmbeddingsClient, openai_cha

src/backend/fastapi_app/routes/api_routes.py:105

Functionchat_stream_handler

( context: CommonDeps, database_session: DBSession, openai_embed: EmbeddingsClient, openai_cha

src/backend/fastapi_app/routes/api_routes.py:153

Methodcitations_overlap

(*, response, ground_truth, **kwargs)

evals/evaluate.py:23

FunctionclearChat

()

src/frontend/src/pages/chat/Chat.tsx:138

Functiondb_session

Create a new database session with a rollback at the end of the test.

tests/conftest.py:361

Methodevaluator_fn

(cls, **kwargs)

evals/evaluate.py:22

Functionextract_search_arguments

(original_user_query: str, response: Response)

src/backend/fastapi_app/query_rewriter.py:52

Functionfavicon

(request)

src/backend/fastapi_app/routes/frontend_routes.py:14

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